Face Mask Detection by using Optimistic Convolutional Neural Network

被引:22
|
作者
Suresh, K. [1 ]
Palangappa, M. B. [1 ]
Bhuvan, S. [1 ]
机构
[1] Amrita Vishwa Vidyapeetham, Amrita Sch Arts & Sci, Dept Comp Sci, Mysore, Karnataka, India
关键词
Face Mask Detection; Convolutional Neural Networks (CNNs); Kaggle Datasets; Public Safety; COVID-19; OpenCV;
D O I
10.1109/ICICT50816.2021.9358653
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
COVID-19 pandemic has rapidly increased health crises globally and is affecting our day-to-day lifestyle. A motive for survival recommendations is to wear a safe facemask, stay protected against the transmission of coronavirus. By wearing a facemask, the most effective preventive care must be taken against COVID-19. Monitoring manually if the individuals are wearing facemask correctly and to notify the victim in public and crowded areas is a difficult task. This paper approaches a simplified way to achieve facemask detection and notifying the individual if not wearing facemask. Using Kaggle datasets, the proposed system/model is trained and examined. The system runs in real-time and detects if an individual face has facemask if not then notify the individual personally through text message. The mask is extracted from real-time faces in public and is fed as an input into convolutional neural network (CNN).
引用
收藏
页码:1084 / 1089
页数:6
相关论文
共 50 条
  • [1] Face and Face Mask Detection Using Convolutional Neural Network
    Zainal, Muhammad Mustaqim
    Ambar, Radzi
    Abd Wahab, Mohd Helmy
    Poad, Hazwaj Mhd
    Abd Jamil, Muhammad Mahadi
    Choon, Chew Chang
    INTELLIGENT HUMAN COMPUTER INTERACTION, IHCI 2021, 2022, 13184 : 597 - 609
  • [2] Face Mask Detection using Convolutional Neural Network
    Sidik, Rizki Purnama
    Djamal, Esmeralda Contessa
    2021 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATICS ENGINEERING (IC2IE 2021), 2021, : 85 - 89
  • [3] Face Mask Detection System using Convolutional Neural Network
    Ibrahim, Alaa Adham
    Hashim, Yara Arjuman
    Omer, Truska Mustafa
    Ahmed, Rebin M.
    2022 8TH INTERNATIONAL ENGINEERING CONFERENCE ON SUSTAINABLE TECHNOLOGY AND DEVELOPMENT (IEC), 2022, : 7 - 11
  • [4] Detection of Real Time Face Mask using Convolutional Neural Network
    Jeyaprakash, N.
    Devi, Nivethitha M.
    Vignesh, A.
    Vignesh, L.
    Sudhakar, T. D.
    2023 9TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENERGY SYSTEMS, ICEES, 2023, : 446 - 449
  • [5] A real time face mask detection system using convolutional neural network
    Goyal, Hiten
    Sidana, Karanveer
    Singh, Charanjeet
    Jain, Abhilasha
    Jindal, Swati
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (11) : 14999 - 15015
  • [6] A real time face mask detection system using convolutional neural network
    Hiten Goyal
    Karanveer Sidana
    Charanjeet Singh
    Abhilasha Jain
    Swati Jindal
    Multimedia Tools and Applications, 2022, 81 : 14999 - 15015
  • [7] Comparison of Convolutional Neural Network Architectures for Face Mask Detection
    Yahya, Siti Nadia
    Nordin, Muhammad Noor
    Ramli, Aizat Faiz
    Basarudin, Hafiz
    Abu, Mohd Azlan
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (12) : 667 - 677
  • [8] A novel hybrid face mask detection approach using Transformer and convolutional neural network models
    Al-Sarrar, Haifa M.
    Al-Baity, Heyam H.
    PEERJ COMPUTER SCIENCE, 2023, 9
  • [9] A novel hybrid face mask detection approach using Transformer and convolutional neural network models
    Al-Sarrar H.M.
    Al-Baity H.H.
    PeerJ Computer Science, 2023, 9
  • [10] A novel machine learning scheme for face mask detection using pretrained convolutional neural network
    Saravanan, T. M.
    Karthiha, K.
    Kavinkumar, R.
    Gokul, S.
    Mishra, Jay Prakash
    MATERIALS TODAY-PROCEEDINGS, 2022, 58 : 150 - 156